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eweill-nv / dcnv2_trt

TensorRT plugin forDCNv2 layer in ONNX model
Apache License 2.0
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[8] No importer registered for op: DCNv2_TRT #1

Open Kyuuki93 opened 4 years ago

Kyuuki93 commented 4 years ago

Thanks for your work here.

I have followed your steps, but changed the docker version to 20.03 which with cuda10.2 and Tensorrt7.0, I got this Error, do you have any suggestion? It's seems Plugins was loaded but trtexec still can't find it

[&&&& RUNNING TensorRT.trtexec # trtexec --onnx=y++.onnx --plugins=dcnv2_trt/build/dcn_plugin.so --workspace=2000 --saveEngine=y++.trt
[09/28/2020-09:35:51] [I] === Model Options ===
[09/28/2020-09:35:51] [I] Format: ONNX
[09/28/2020-09:35:51] [I] Model: y++.onnx
[09/28/2020-09:35:51] [I] Output:
[09/28/2020-09:35:51] [I] === Build Options ===
[09/28/2020-09:35:51] [I] Max batch: 1
[09/28/2020-09:35:51] [I] Workspace: 2000 MB
[09/28/2020-09:35:51] [I] minTiming: 1
[09/28/2020-09:35:51] [I] avgTiming: 8
[09/28/2020-09:35:51] [I] Precision: FP32
[09/28/2020-09:35:51] [I] Calibration: 
[09/28/2020-09:35:51] [I] Safe mode: Disabled
[09/28/2020-09:35:51] [I] Save engine: y++.trt
[09/28/2020-09:35:51] [I] Load engine: 
[09/28/2020-09:35:51] [I] Inputs format: fp32:CHW
[09/28/2020-09:35:51] [I] Outputs format: fp32:CHW
[09/28/2020-09:35:51] [I] Input build shapes: model
[09/28/2020-09:35:51] [I] === System Options ===
[09/28/2020-09:35:51] [I] Device: 0
[09/28/2020-09:35:51] [I] DLACore: 
[09/28/2020-09:35:51] [I] Plugins: dcnv2_trt/build/dcn_plugin.so
[09/28/2020-09:35:51] [I] === Inference Options ===
[09/28/2020-09:35:51] [I] Batch: 1
[09/28/2020-09:35:51] [I] Iterations: 10
[09/28/2020-09:35:51] [I] Duration: 3s (+ 200ms warm up)
[09/28/2020-09:35:51] [I] Sleep time: 0ms
[09/28/2020-09:35:51] [I] Streams: 1
[09/28/2020-09:35:51] [I] ExposeDMA: Disabled
[09/28/2020-09:35:51] [I] Spin-wait: Disabled
[09/28/2020-09:35:51] [I] Multithreading: Disabled
[09/28/2020-09:35:51] [I] CUDA Graph: Disabled
[09/28/2020-09:35:51] [I] Skip inference: Disabled
[09/28/2020-09:35:51] [I] Input inference shapes: model
[09/28/2020-09:35:51] [I] Inputs:
[09/28/2020-09:35:51] [I] === Reporting Options ===
[09/28/2020-09:35:51] [I] Verbose: Disabled
[09/28/2020-09:35:51] [I] Averages: 10 inferences
[09/28/2020-09:35:51] [I] Percentile: 99
[09/28/2020-09:35:51] [I] Dump output: Disabled
[09/28/2020-09:35:51] [I] Profile: Disabled
[09/28/2020-09:35:51] [I] Export timing to JSON file: 
[09/28/2020-09:35:51] [I] Export output to JSON file: 
[09/28/2020-09:35:51] [I] Export profile to JSON file: 
[09/28/2020-09:35:51] [I] 
[09/28/2020-09:35:51] [I] Loading supplied plugin library: dcnv2_trt/build/dcn_plugin.so
----------------------------------------------------------------
Input filename:   y++.onnx
ONNX IR version:  0.0.6
Opset version:    11
Producer name:    
Producer version: 
Domain:           
Model version:    0
Doc string: 
While parsing node number 40 [DCNv2_TRT]:
ERROR: ModelImporter.cpp:134 In function parseGraph:
[8] No importer registered for op: DCNv2_TRT
[09/28/2020-09:35:51] [E] Failed to parse onnx file
[09/28/2020-09:35:51] [E] Parsing model failed
[09/28/2020-09:35:51] [E] Engine creation failed
[09/28/2020-09:35:51] [E] Engine set up failed]
eweill-nv commented 4 years ago

@Kyuuki93 I haven't tested with TensorRT 7.0 (only 7.1), but theoretically it should work. Can you use the --verbose flag with the trtexec command and see if that provides any other feedback into what the issue is?

Kyuuki93 commented 4 years ago

@Kyuuki93 I haven't tested with TensorRT 7.0 (only 7.1), but theoretically it should work. Can you use the --verbose flag with the trtexec command and see if that provides any other feedback into what the issue is?

I'm trying to convert yolact++.onnx to .trt engine, there are log info with --verbose

&&&&` RUNNING TensorRT.trtexec # trtexec --onnx=../y++.onnx --plugins=build/dcn_plugin.so --workspace=2000 --saveEngine=y++.trt --verbose
[09/29/2020-01:59:31] [I] === Model Options ===
[09/29/2020-01:59:31] [I] Format: ONNX
[09/29/2020-01:59:31] [I] Model: ../y++.onnx
[09/29/2020-01:59:31] [I] Output:
[09/29/2020-01:59:31] [I] === Build Options ===
[09/29/2020-01:59:31] [I] Max batch: 1
[09/29/2020-01:59:31] [I] Workspace: 2000 MB
[09/29/2020-01:59:31] [I] minTiming: 1
[09/29/2020-01:59:31] [I] avgTiming: 8
[09/29/2020-01:59:31] [I] Precision: FP32
[09/29/2020-01:59:31] [I] Calibration: 
[09/29/2020-01:59:31] [I] Safe mode: Disabled
[09/29/2020-01:59:31] [I] Save engine: y++.trt
[09/29/2020-01:59:31] [I] Load engine: 
[09/29/2020-01:59:31] [I] Inputs format: fp32:CHW
[09/29/2020-01:59:31] [I] Outputs format: fp32:CHW
[09/29/2020-01:59:31] [I] Input build shapes: model
[09/29/2020-01:59:31] [I] === System Options ===
[09/29/2020-01:59:31] [I] Device: 0
[09/29/2020-01:59:31] [I] DLACore: 
[09/29/2020-01:59:31] [I] Plugins: build/dcn_plugin.so
[09/29/2020-01:59:31] [I] === Inference Options ===
[09/29/2020-01:59:31] [I] Batch: 1
[09/29/2020-01:59:31] [I] Iterations: 10
[09/29/2020-01:59:31] [I] Duration: 3s (+ 200ms warm up)
[09/29/2020-01:59:31] [I] Sleep time: 0ms
[09/29/2020-01:59:31] [I] Streams: 1
[09/29/2020-01:59:31] [I] ExposeDMA: Disabled
[09/29/2020-01:59:31] [I] Spin-wait: Disabled
[09/29/2020-01:59:31] [I] Multithreading: Disabled
[09/29/2020-01:59:31] [I] CUDA Graph: Disabled
[09/29/2020-01:59:31] [I] Skip inference: Disabled
[09/29/2020-01:59:31] [I] Input inference shapes: model
[09/29/2020-01:59:31] [I] Inputs:
[09/29/2020-01:59:31] [I] === Reporting Options ===
[09/29/2020-01:59:31] [I] Verbose: Enabled
[09/29/2020-01:59:31] [I] Averages: 10 inferences
[09/29/2020-01:59:31] [I] Percentile: 99
[09/29/2020-01:59:31] [I] Dump output: Disabled
[09/29/2020-01:59:31] [I] Profile: Disabled
[09/29/2020-01:59:31] [I] Export timing to JSON file: 
[09/29/2020-01:59:31] [I] Export output to JSON file: 
[09/29/2020-01:59:31] [I] Export profile to JSON file: 
[09/29/2020-01:59:31] [I] 
[09/29/2020-01:59:31] [V] [TRT] Plugin creator registration succeeded - ::GridAnchor_TRT
[09/29/2020-01:59:31] [V] [TRT] Plugin creator registration succeeded - ::NMS_TRT
[09/29/2020-01:59:31] [V] [TRT] Plugin creator registration succeeded - ::Reorg_TRT
[09/29/2020-01:59:31] [V] [TRT] Plugin creator registration succeeded - ::Region_TRT
[09/29/2020-01:59:31] [V] [TRT] Plugin creator registration succeeded - ::Clip_TRT
[09/29/2020-01:59:31] [V] [TRT] Plugin creator registration succeeded - ::LReLU_TRT
[09/29/2020-01:59:31] [V] [TRT] Plugin creator registration succeeded - ::PriorBox_TRT
[09/29/2020-01:59:31] [V] [TRT] Plugin creator registration succeeded - ::Normalize_TRT
[09/29/2020-01:59:31] [V] [TRT] Plugin creator registration succeeded - ::RPROI_TRT
[09/29/2020-01:59:31] [V] [TRT] Plugin creator registration succeeded - ::BatchedNMS_TRT
[09/29/2020-01:59:31] [V] [TRT] Plugin creator registration succeeded - ::FlattenConcat_TRT
[09/29/2020-01:59:31] [V] [TRT] Plugin creator registration succeeded - ::CropAndResize
[09/29/2020-01:59:31] [V] [TRT] Plugin creator registration succeeded - ::DetectionLayer_TRT
[09/29/2020-01:59:31] [V] [TRT] Plugin creator registration succeeded - ::Proposal
[09/29/2020-01:59:31] [V] [TRT] Plugin creator registration succeeded - ::ProposalLayer_TRT
[09/29/2020-01:59:31] [V] [TRT] Plugin creator registration succeeded - ::PyramidROIAlign_TRT
[09/29/2020-01:59:31] [V] [TRT] Plugin creator registration succeeded - ::ResizeNearest_TRT
[09/29/2020-01:59:31] [V] [TRT] Plugin creator registration succeeded - ::Split
[09/29/2020-01:59:31] [V] [TRT] Plugin creator registration succeeded - ::SpecialSlice_TRT
[09/29/2020-01:59:31] [V] [TRT] Plugin creator registration succeeded - ::InstanceNormalization_TRT
[09/29/2020-01:59:31] [I] Loading supplied plugin library: build/dcn_plugin.so
----------------------------------------------------------------
Input filename:   ../y++.onnx
ONNX IR version:  0.0.6
Opset version:    11
Producer name:    
Producer version: 
Domain:           
Model version:    0
Doc string:       
----------------------------------------------------------------
[09/29/2020-01:59:31] [V] [TRT] Plugin creator registration succeeded - ONNXTRT_NAMESPACE::GridAnchor_TRT
[09/29/2020-01:59:31] [V] [TRT] Plugin creator registration succeeded - ONNXTRT_NAMESPACE::NMS_TRT
[09/29/2020-01:59:31] [V] [TRT] Plugin creator registration succeeded - ONNXTRT_NAMESPACE::Reorg_TRT
[09/29/2020-01:59:31] [V] [TRT] Plugin creator registration succeeded - ONNXTRT_NAMESPACE::Region_TRT
[09/29/2020-01:59:31] [V] [TRT] Plugin creator registration succeeded - ONNXTRT_NAMESPACE::Clip_TRT
[09/29/2020-01:59:31] [V] [TRT] Plugin creator registration succeeded - ONNXTRT_NAMESPACE::LReLU_TRT
[09/29/2020-01:59:31] [V] [TRT] Plugin creator registration succeeded - ONNXTRT_NAMESPACE::PriorBox_TRT
[09/29/2020-01:59:31] [V] [TRT] Plugin creator registration succeeded - ONNXTRT_NAMESPACE::Normalize_TRT
[09/29/2020-01:59:31] [V] [TRT] Plugin creator registration succeeded - ONNXTRT_NAMESPACE::RPROI_TRT
[09/29/2020-01:59:31] [V] [TRT] Plugin creator registration succeeded - ONNXTRT_NAMESPACE::BatchedNMS_TRT
[09/29/2020-01:59:31] [V] [TRT] Plugin creator registration succeeded - ONNXTRT_NAMESPACE::FlattenConcat_TRT
[09/29/2020-01:59:31] [V] [TRT] Plugin creator registration succeeded - ONNXTRT_NAMESPACE::CropAndResize
[09/29/2020-01:59:31] [V] [TRT] Plugin creator registration succeeded - ONNXTRT_NAMESPACE::DetectionLayer_TRT
[09/29/2020-01:59:31] [V] [TRT] Plugin creator registration succeeded - ONNXTRT_NAMESPACE::Proposal
[09/29/2020-01:59:31] [V] [TRT] Plugin creator registration succeeded - ONNXTRT_NAMESPACE::ProposalLayer_TRT
[09/29/2020-01:59:31] [V] [TRT] Plugin creator registration succeeded - ONNXTRT_NAMESPACE::PyramidROIAlign_TRT
[09/29/2020-01:59:31] [V] [TRT] Plugin creator registration succeeded - ONNXTRT_NAMESPACE::ResizeNearest_TRT
[09/29/2020-01:59:31] [V] [TRT] Plugin creator registration succeeded - ONNXTRT_NAMESPACE::Split
[09/29/2020-01:59:31] [V] [TRT] Plugin creator registration succeeded - ONNXTRT_NAMESPACE::SpecialSlice_TRT
[09/29/2020-01:59:31] [V] [TRT] Plugin creator registration succeeded - ONNXTRT_NAMESPACE::InstanceNormalization_TRT
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:203: Adding network input: input.1 with dtype: float32, dimensions: (1, 3, 550, 550)
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:97: Registering tensor: input.1 for ONNX tensor: input.1
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.conv1.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.bn1.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.bn1.bias
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.bn1.running_mean
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.bn1.running_var
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.0.conv1.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.0.bn1.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.0.bn1.bias
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.0.bn1.running_mean
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.0.bn1.running_var
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.0.conv2.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.0.bn2.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.0.bn2.bias
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.0.bn2.running_mean
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.0.bn2.running_var
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.0.conv3.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.0.bn3.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.0.bn3.bias
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.0.bn3.running_mean
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.0.bn3.running_var
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.0.downsample.0.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.0.downsample.1.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.0.downsample.1.bias
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.0.downsample.1.running_mean
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.0.downsample.1.running_var
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.1.conv1.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.1.bn1.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.1.bn1.bias
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.1.bn1.running_mean
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.1.bn1.running_var
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.1.conv2.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.1.bn2.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.1.bn2.bias
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.1.bn2.running_mean
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.1.bn2.running_var
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.1.conv3.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.1.bn3.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.1.bn3.bias
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.1.bn3.running_mean
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.1.bn3.running_var
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.2.conv1.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.2.bn1.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.2.bn1.bias
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.2.bn1.running_mean
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.2.bn1.running_var
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.2.conv2.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.2.bn2.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.2.bn2.bias
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.2.bn2.running_mean
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.2.bn2.running_var
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.2.conv3.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.2.bn3.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.2.bn3.bias
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.2.bn3.running_mean
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.0.2.bn3.running_var
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.1.0.conv1.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.1.0.bn1.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.1.0.bn1.bias
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.1.0.bn1.running_mean
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.1.0.bn1.running_var
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.1.0.conv2.conv_offset_mask.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.1.0.conv2.conv_offset_mask.bias
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.1.0.conv2.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.1.0.conv2.bias
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.1.0.bn2.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.1.0.bn2.bias
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.1.0.bn2.running_mean
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.1.0.bn2.running_var
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.1.0.conv3.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.1.0.bn3.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.1.0.bn3.bias
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.1.0.bn3.running_mean
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.1.0.bn3.running_var
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.1.0.downsample.0.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.1.0.downsample.1.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: backbone.layers.1.0.downsample.1.bias
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[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: fpn.pred_layers.2.weight
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[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: fpn.downsample_layers.0.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: fpn.downsample_layers.0.bias
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[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: proto_net.0.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: proto_net.0.bias
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: proto_net.2.weight
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[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: proto_net.8.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: proto_net.8.bias
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: proto_net.10.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: proto_net.10.bias
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: prediction_layers.0.upfeature.0.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: prediction_layers.0.upfeature.0.bias
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: prediction_layers.0.bbox_layer.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: prediction_layers.0.bbox_layer.bias
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: 885
[09/29/2020-01:59:31] [W] [TRT] onnx2trt_utils.cpp:198: Your ONNX model has been generated with INT64 weights, while TensorRT does not natively support INT64. Attempting to cast down to INT32.
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: 886
[09/29/2020-01:59:31] [W] [TRT] onnx2trt_utils.cpp:198: Your ONNX model has been generated with INT64 weights, while TensorRT does not natively support INT64. Attempting to cast down to INT32.
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: prediction_layers.0.conf_layer.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: prediction_layers.0.conf_layer.bias
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: 887
[09/29/2020-01:59:31] [W] [TRT] onnx2trt_utils.cpp:198: Your ONNX model has been generated with INT64 weights, while TensorRT does not natively support INT64. Attempting to cast down to INT32.
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: 888
[09/29/2020-01:59:31] [W] [TRT] onnx2trt_utils.cpp:198: Your ONNX model has been generated with INT64 weights, while TensorRT does not natively support INT64. Attempting to cast down to INT32.
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: prediction_layers.0.mask_layer.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: prediction_layers.0.mask_layer.bias
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: 889
[09/29/2020-01:59:31] [W] [TRT] onnx2trt_utils.cpp:198: Your ONNX model has been generated with INT64 weights, while TensorRT does not natively support INT64. Attempting to cast down to INT32.
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: 890
[09/29/2020-01:59:31] [W] [TRT] onnx2trt_utils.cpp:198: Your ONNX model has been generated with INT64 weights, while TensorRT does not natively support INT64. Attempting to cast down to INT32.
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: 891
[09/29/2020-01:59:31] [W] [TRT] onnx2trt_utils.cpp:198: Your ONNX model has been generated with INT64 weights, while TensorRT does not natively support INT64. Attempting to cast down to INT32.
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: 892
[09/29/2020-01:59:31] [W] [TRT] onnx2trt_utils.cpp:198: Your ONNX model has been generated with INT64 weights, while TensorRT does not natively support INT64. Attempting to cast down to INT32.
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: 893
[09/29/2020-01:59:31] [W] [TRT] onnx2trt_utils.cpp:198: Your ONNX model has been generated with INT64 weights, while TensorRT does not natively support INT64. Attempting to cast down to INT32.
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: 894
[09/29/2020-01:59:31] [W] [TRT] onnx2trt_utils.cpp:198: Your ONNX model has been generated with INT64 weights, while TensorRT does not natively support INT64. Attempting to cast down to INT32.
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: 895
[09/29/2020-01:59:31] [W] [TRT] onnx2trt_utils.cpp:198: Your ONNX model has been generated with INT64 weights, while TensorRT does not natively support INT64. Attempting to cast down to INT32.
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: 896
[09/29/2020-01:59:31] [W] [TRT] onnx2trt_utils.cpp:198: Your ONNX model has been generated with INT64 weights, while TensorRT does not natively support INT64. Attempting to cast down to INT32.
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: 897
[09/29/2020-01:59:31] [W] [TRT] onnx2trt_utils.cpp:198: Your ONNX model has been generated with INT64 weights, while TensorRT does not natively support INT64. Attempting to cast down to INT32.
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: 898
[09/29/2020-01:59:31] [W] [TRT] onnx2trt_utils.cpp:198: Your ONNX model has been generated with INT64 weights, while TensorRT does not natively support INT64. Attempting to cast down to INT32.
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: 899
[09/29/2020-01:59:31] [W] [TRT] onnx2trt_utils.cpp:198: Your ONNX model has been generated with INT64 weights, while TensorRT does not natively support INT64. Attempting to cast down to INT32.
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: 900
[09/29/2020-01:59:31] [W] [TRT] onnx2trt_utils.cpp:198: Your ONNX model has been generated with INT64 weights, while TensorRT does not natively support INT64. Attempting to cast down to INT32.
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: 901
[09/29/2020-01:59:31] [W] [TRT] onnx2trt_utils.cpp:198: Your ONNX model has been generated with INT64 weights, while TensorRT does not natively support INT64. Attempting to cast down to INT32.
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: 902
[09/29/2020-01:59:31] [W] [TRT] onnx2trt_utils.cpp:198: Your ONNX model has been generated with INT64 weights, while TensorRT does not natively support INT64. Attempting to cast down to INT32.
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: 903
[09/29/2020-01:59:31] [W] [TRT] onnx2trt_utils.cpp:198: Your ONNX model has been generated with INT64 weights, while TensorRT does not natively support INT64. Attempting to cast down to INT32.
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: 904
[09/29/2020-01:59:31] [W] [TRT] onnx2trt_utils.cpp:198: Your ONNX model has been generated with INT64 weights, while TensorRT does not natively support INT64. Attempting to cast down to INT32.
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: 905
[09/29/2020-01:59:31] [W] [TRT] onnx2trt_utils.cpp:198: Your ONNX model has been generated with INT64 weights, while TensorRT does not natively support INT64. Attempting to cast down to INT32.
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: 906
[09/29/2020-01:59:31] [W] [TRT] onnx2trt_utils.cpp:198: Your ONNX model has been generated with INT64 weights, while TensorRT does not natively support INT64. Attempting to cast down to INT32.
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: 907
[09/29/2020-01:59:31] [W] [TRT] onnx2trt_utils.cpp:198: Your ONNX model has been generated with INT64 weights, while TensorRT does not natively support INT64. Attempting to cast down to INT32.
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: 908
[09/29/2020-01:59:31] [W] [TRT] onnx2trt_utils.cpp:198: Your ONNX model has been generated with INT64 weights, while TensorRT does not natively support INT64. Attempting to cast down to INT32.
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: 909
[09/29/2020-01:59:31] [W] [TRT] onnx2trt_utils.cpp:198: Your ONNX model has been generated with INT64 weights, while TensorRT does not natively support INT64. Attempting to cast down to INT32.
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: 910
[09/29/2020-01:59:31] [W] [TRT] onnx2trt_utils.cpp:198: Your ONNX model has been generated with INT64 weights, while TensorRT does not natively support INT64. Attempting to cast down to INT32.
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: 911
[09/29/2020-01:59:31] [W] [TRT] onnx2trt_utils.cpp:198: Your ONNX model has been generated with INT64 weights, while TensorRT does not natively support INT64. Attempting to cast down to INT32.
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: 912
[09/29/2020-01:59:31] [W] [TRT] onnx2trt_utils.cpp:198: Your ONNX model has been generated with INT64 weights, while TensorRT does not natively support INT64. Attempting to cast down to INT32.
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: 913
[09/29/2020-01:59:31] [W] [TRT] onnx2trt_utils.cpp:198: Your ONNX model has been generated with INT64 weights, while TensorRT does not natively support INT64. Attempting to cast down to INT32.
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:90: Importing initializer: 914
[09/29/2020-01:59:31] [W] [TRT] onnx2trt_utils.cpp:198: Your ONNX model has been generated with INT64 weights, while TensorRT does not natively support INT64. Attempting to cast down to INT32.
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:107: Parsing node: Conv_0 [Conv]
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: input.1
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.conv1.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:129: Conv_0 [Conv] inputs: [input.1 -> (1, 3, 550, 550)], [backbone.conv1.weight -> (64, 3, 7, 7)], 
[09/29/2020-01:59:31] [V] [TRT] builtin_op_importers.cpp:442: Convolution input dimensions: (1, 3, 550, 550)
[09/29/2020-01:59:31] [V] [TRT] Bias weights are not set yet. Bias weights can be set using setInput(2, bias_tensor) API call.
[09/29/2020-01:59:31] [V] [TRT] builtin_op_importers.cpp:524: Using kernel: (7, 7), strides: (2, 2), padding: (3, 3), dilations: (1, 1), numOutputs: 64
[09/29/2020-01:59:31] [V] [TRT] builtin_op_importers.cpp:525: Convolution output dimensions: (1, 64, 275, 275)
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:122: Registering layer: Conv_0 for ONNX node: Conv_0
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:97: Registering tensor: 406 for ONNX tensor: 406
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:180: Conv_0 [Conv] outputs: [406 -> (1, 64, 275, 275)], 
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:107: Parsing node: BatchNormalization_1 [BatchNormalization]
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 406
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.bn1.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.bn1.bias
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.bn1.running_mean
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.bn1.running_var
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:129: BatchNormalization_1 [BatchNormalization] inputs: [406 -> (1, 64, 275, 275)], [backbone.bn1.weight -> (64)], [backbone.bn1.bias -> (64)], [backbone.bn1.running_mean -> (64)], [backbone.bn1.running_var -> (64)], 
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:122: Registering layer: BatchNormalization_1 for ONNX node: BatchNormalization_1
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:97: Registering tensor: 407 for ONNX tensor: 407
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:180: BatchNormalization_1 [BatchNormalization] outputs: [407 -> (1, 64, 275, 275)], 
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:107: Parsing node: Relu_2 [Relu]
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 407
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:129: Relu_2 [Relu] inputs: [407 -> (1, 64, 275, 275)], 
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:122: Registering layer: Relu_2 for ONNX node: Relu_2
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:97: Registering tensor: 408 for ONNX tensor: 408
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:180: Relu_2 [Relu] outputs: [408 -> (1, 64, 275, 275)], 
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:107: Parsing node: MaxPool_3 [MaxPool]
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 408
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:129: MaxPool_3 [MaxPool] inputs: [408 -> (1, 64, 275, 275)], 
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:122: Registering layer: MaxPool_3 for ONNX node: MaxPool_3
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:97: Registering tensor: 409 for ONNX tensor: 409
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:180: MaxPool_3 [MaxPool] outputs: [409 -> (1, 64, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:107: Parsing node: Conv_4 [Conv]
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 409
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.0.conv1.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:129: Conv_4 [Conv] inputs: [409 -> (1, 64, 138, 138)], [backbone.layers.0.0.conv1.weight -> (64, 64, 1, 1)], 
[09/29/2020-01:59:31] [V] [TRT] builtin_op_importers.cpp:442: Convolution input dimensions: (1, 64, 138, 138)
[09/29/2020-01:59:31] [V] [TRT] Bias weights are not set yet. Bias weights can be set using setInput(2, bias_tensor) API call.
[09/29/2020-01:59:31] [V] [TRT] builtin_op_importers.cpp:524: Using kernel: (1, 1), strides: (1, 1), padding: (0, 0), dilations: (1, 1), numOutputs: 64
[09/29/2020-01:59:31] [V] [TRT] builtin_op_importers.cpp:525: Convolution output dimensions: (1, 64, 138, 138)
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:122: Registering layer: Conv_4 for ONNX node: Conv_4
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:97: Registering tensor: 410 for ONNX tensor: 410
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:180: Conv_4 [Conv] outputs: [410 -> (1, 64, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:107: Parsing node: BatchNormalization_5 [BatchNormalization]
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 410
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.0.bn1.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.0.bn1.bias
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.0.bn1.running_mean
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.0.bn1.running_var
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:129: BatchNormalization_5 [BatchNormalization] inputs: [410 -> (1, 64, 138, 138)], [backbone.layers.0.0.bn1.weight -> (64)], [backbone.layers.0.0.bn1.bias -> (64)], [backbone.layers.0.0.bn1.running_mean -> (64)], [backbone.layers.0.0.bn1.running_var -> (64)], 
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:122: Registering layer: BatchNormalization_5 for ONNX node: BatchNormalization_5
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:97: Registering tensor: 411 for ONNX tensor: 411
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:180: BatchNormalization_5 [BatchNormalization] outputs: [411 -> (1, 64, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:107: Parsing node: Relu_6 [Relu]
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 411
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:129: Relu_6 [Relu] inputs: [411 -> (1, 64, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:122: Registering layer: Relu_6 for ONNX node: Relu_6
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:97: Registering tensor: 412 for ONNX tensor: 412
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:180: Relu_6 [Relu] outputs: [412 -> (1, 64, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:107: Parsing node: Conv_7 [Conv]
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 412
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.0.conv2.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:129: Conv_7 [Conv] inputs: [412 -> (1, 64, 138, 138)], [backbone.layers.0.0.conv2.weight -> (64, 64, 3, 3)], 
[09/29/2020-01:59:31] [V] [TRT] builtin_op_importers.cpp:442: Convolution input dimensions: (1, 64, 138, 138)
[09/29/2020-01:59:31] [V] [TRT] Bias weights are not set yet. Bias weights can be set using setInput(2, bias_tensor) API call.
[09/29/2020-01:59:31] [V] [TRT] builtin_op_importers.cpp:524: Using kernel: (3, 3), strides: (1, 1), padding: (1, 1), dilations: (1, 1), numOutputs: 64
[09/29/2020-01:59:31] [V] [TRT] builtin_op_importers.cpp:525: Convolution output dimensions: (1, 64, 138, 138)
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:122: Registering layer: Conv_7 for ONNX node: Conv_7
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:97: Registering tensor: 413 for ONNX tensor: 413
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:180: Conv_7 [Conv] outputs: [413 -> (1, 64, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:107: Parsing node: BatchNormalization_8 [BatchNormalization]
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 413
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.0.bn2.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.0.bn2.bias
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.0.bn2.running_mean
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.0.bn2.running_var
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:129: BatchNormalization_8 [BatchNormalization] inputs: [413 -> (1, 64, 138, 138)], [backbone.layers.0.0.bn2.weight -> (64)], [backbone.layers.0.0.bn2.bias -> (64)], [backbone.layers.0.0.bn2.running_mean -> (64)], [backbone.layers.0.0.bn2.running_var -> (64)], 
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:122: Registering layer: BatchNormalization_8 for ONNX node: BatchNormalization_8
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:97: Registering tensor: 414 for ONNX tensor: 414
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:180: BatchNormalization_8 [BatchNormalization] outputs: [414 -> (1, 64, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:107: Parsing node: Relu_9 [Relu]
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 414
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:129: Relu_9 [Relu] inputs: [414 -> (1, 64, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:122: Registering layer: Relu_9 for ONNX node: Relu_9
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:97: Registering tensor: 415 for ONNX tensor: 415
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:180: Relu_9 [Relu] outputs: [415 -> (1, 64, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:107: Parsing node: Conv_10 [Conv]
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 415
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.0.conv3.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:129: Conv_10 [Conv] inputs: [415 -> (1, 64, 138, 138)], [backbone.layers.0.0.conv3.weight -> (256, 64, 1, 1)], 
[09/29/2020-01:59:31] [V] [TRT] builtin_op_importers.cpp:442: Convolution input dimensions: (1, 64, 138, 138)
[09/29/2020-01:59:31] [V] [TRT] Bias weights are not set yet. Bias weights can be set using setInput(2, bias_tensor) API call.
[09/29/2020-01:59:31] [V] [TRT] builtin_op_importers.cpp:524: Using kernel: (1, 1), strides: (1, 1), padding: (0, 0), dilations: (1, 1), numOutputs: 256
[09/29/2020-01:59:31] [V] [TRT] builtin_op_importers.cpp:525: Convolution output dimensions: (1, 256, 138, 138)
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:122: Registering layer: Conv_10 for ONNX node: Conv_10
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:97: Registering tensor: 416 for ONNX tensor: 416
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:180: Conv_10 [Conv] outputs: [416 -> (1, 256, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:107: Parsing node: BatchNormalization_11 [BatchNormalization]
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 416
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.0.bn3.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.0.bn3.bias
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.0.bn3.running_mean
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.0.bn3.running_var
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:129: BatchNormalization_11 [BatchNormalization] inputs: [416 -> (1, 256, 138, 138)], [backbone.layers.0.0.bn3.weight -> (256)], [backbone.layers.0.0.bn3.bias -> (256)], [backbone.layers.0.0.bn3.running_mean -> (256)], [backbone.layers.0.0.bn3.running_var -> (256)], 
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:122: Registering layer: BatchNormalization_11 for ONNX node: BatchNormalization_11
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:97: Registering tensor: 417 for ONNX tensor: 417
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:180: BatchNormalization_11 [BatchNormalization] outputs: [417 -> (1, 256, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:107: Parsing node: Conv_12 [Conv]
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 409
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.0.downsample.0.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:129: Conv_12 [Conv] inputs: [409 -> (1, 64, 138, 138)], [backbone.layers.0.0.downsample.0.weight -> (256, 64, 1, 1)], 
[09/29/2020-01:59:31] [V] [TRT] builtin_op_importers.cpp:442: Convolution input dimensions: (1, 64, 138, 138)
[09/29/2020-01:59:31] [V] [TRT] Bias weights are not set yet. Bias weights can be set using setInput(2, bias_tensor) API call.
[09/29/2020-01:59:31] [V] [TRT] builtin_op_importers.cpp:524: Using kernel: (1, 1), strides: (1, 1), padding: (0, 0), dilations: (1, 1), numOutputs: 256
[09/29/2020-01:59:31] [V] [TRT] builtin_op_importers.cpp:525: Convolution output dimensions: (1, 256, 138, 138)
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:122: Registering layer: Conv_12 for ONNX node: Conv_12
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:97: Registering tensor: 418 for ONNX tensor: 418
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:180: Conv_12 [Conv] outputs: [418 -> (1, 256, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:107: Parsing node: BatchNormalization_13 [BatchNormalization]
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 418
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.0.downsample.1.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.0.downsample.1.bias
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.0.downsample.1.running_mean
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.0.downsample.1.running_var
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:129: BatchNormalization_13 [BatchNormalization] inputs: [418 -> (1, 256, 138, 138)], [backbone.layers.0.0.downsample.1.weight -> (256)], [backbone.layers.0.0.downsample.1.bias -> (256)], [backbone.layers.0.0.downsample.1.running_mean -> (256)], [backbone.layers.0.0.downsample.1.running_var -> (256)], 
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:122: Registering layer: BatchNormalization_13 for ONNX node: BatchNormalization_13
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:97: Registering tensor: 419 for ONNX tensor: 419
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:180: BatchNormalization_13 [BatchNormalization] outputs: [419 -> (1, 256, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:107: Parsing node: Add_14 [Add]
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 417
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 419
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:129: Add_14 [Add] inputs: [417 -> (1, 256, 138, 138)], [419 -> (1, 256, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:122: Registering layer: Add_14 for ONNX node: Add_14
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:97: Registering tensor: 420 for ONNX tensor: 420
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:180: Add_14 [Add] outputs: [420 -> (1, 256, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:107: Parsing node: Relu_15 [Relu]
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 420
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:129: Relu_15 [Relu] inputs: [420 -> (1, 256, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:122: Registering layer: Relu_15 for ONNX node: Relu_15
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:97: Registering tensor: 421 for ONNX tensor: 421
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:180: Relu_15 [Relu] outputs: [421 -> (1, 256, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:107: Parsing node: Conv_16 [Conv]
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 421
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.1.conv1.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:129: Conv_16 [Conv] inputs: [421 -> (1, 256, 138, 138)], [backbone.layers.0.1.conv1.weight -> (64, 256, 1, 1)], 
[09/29/2020-01:59:31] [V] [TRT] builtin_op_importers.cpp:442: Convolution input dimensions: (1, 256, 138, 138)
[09/29/2020-01:59:31] [V] [TRT] Bias weights are not set yet. Bias weights can be set using setInput(2, bias_tensor) API call.
[09/29/2020-01:59:31] [V] [TRT] builtin_op_importers.cpp:524: Using kernel: (1, 1), strides: (1, 1), padding: (0, 0), dilations: (1, 1), numOutputs: 64
[09/29/2020-01:59:31] [V] [TRT] builtin_op_importers.cpp:525: Convolution output dimensions: (1, 64, 138, 138)
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:122: Registering layer: Conv_16 for ONNX node: Conv_16
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:97: Registering tensor: 422 for ONNX tensor: 422
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:180: Conv_16 [Conv] outputs: [422 -> (1, 64, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:107: Parsing node: BatchNormalization_17 [BatchNormalization]
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 422
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.1.bn1.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.1.bn1.bias
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.1.bn1.running_mean
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.1.bn1.running_var
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:129: BatchNormalization_17 [BatchNormalization] inputs: [422 -> (1, 64, 138, 138)], [backbone.layers.0.1.bn1.weight -> (64)], [backbone.layers.0.1.bn1.bias -> (64)], [backbone.layers.0.1.bn1.running_mean -> (64)], [backbone.layers.0.1.bn1.running_var -> (64)], 
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:122: Registering layer: BatchNormalization_17 for ONNX node: BatchNormalization_17
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:97: Registering tensor: 423 for ONNX tensor: 423
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:180: BatchNormalization_17 [BatchNormalization] outputs: [423 -> (1, 64, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:107: Parsing node: Relu_18 [Relu]
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 423
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:129: Relu_18 [Relu] inputs: [423 -> (1, 64, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:122: Registering layer: Relu_18 for ONNX node: Relu_18
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:97: Registering tensor: 424 for ONNX tensor: 424
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:180: Relu_18 [Relu] outputs: [424 -> (1, 64, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:107: Parsing node: Conv_19 [Conv]
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 424
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.1.conv2.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:129: Conv_19 [Conv] inputs: [424 -> (1, 64, 138, 138)], [backbone.layers.0.1.conv2.weight -> (64, 64, 3, 3)], 
[09/29/2020-01:59:31] [V] [TRT] builtin_op_importers.cpp:442: Convolution input dimensions: (1, 64, 138, 138)
[09/29/2020-01:59:31] [V] [TRT] Bias weights are not set yet. Bias weights can be set using setInput(2, bias_tensor) API call.
[09/29/2020-01:59:31] [V] [TRT] builtin_op_importers.cpp:524: Using kernel: (3, 3), strides: (1, 1), padding: (1, 1), dilations: (1, 1), numOutputs: 64
[09/29/2020-01:59:31] [V] [TRT] builtin_op_importers.cpp:525: Convolution output dimensions: (1, 64, 138, 138)
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:122: Registering layer: Conv_19 for ONNX node: Conv_19
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:97: Registering tensor: 425 for ONNX tensor: 425
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:180: Conv_19 [Conv] outputs: [425 -> (1, 64, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:107: Parsing node: BatchNormalization_20 [BatchNormalization]
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 425
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.1.bn2.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.1.bn2.bias
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.1.bn2.running_mean
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.1.bn2.running_var
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:129: BatchNormalization_20 [BatchNormalization] inputs: [425 -> (1, 64, 138, 138)], [backbone.layers.0.1.bn2.weight -> (64)], [backbone.layers.0.1.bn2.bias -> (64)], [backbone.layers.0.1.bn2.running_mean -> (64)], [backbone.layers.0.1.bn2.running_var -> (64)], 
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:122: Registering layer: BatchNormalization_20 for ONNX node: BatchNormalization_20
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:97: Registering tensor: 426 for ONNX tensor: 426
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:180: BatchNormalization_20 [BatchNormalization] outputs: [426 -> (1, 64, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:107: Parsing node: Relu_21 [Relu]
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 426
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:129: Relu_21 [Relu] inputs: [426 -> (1, 64, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:122: Registering layer: Relu_21 for ONNX node: Relu_21
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:97: Registering tensor: 427 for ONNX tensor: 427
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:180: Relu_21 [Relu] outputs: [427 -> (1, 64, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:107: Parsing node: Conv_22 [Conv]
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 427
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.1.conv3.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:129: Conv_22 [Conv] inputs: [427 -> (1, 64, 138, 138)], [backbone.layers.0.1.conv3.weight -> (256, 64, 1, 1)], 
[09/29/2020-01:59:31] [V] [TRT] builtin_op_importers.cpp:442: Convolution input dimensions: (1, 64, 138, 138)
[09/29/2020-01:59:31] [V] [TRT] Bias weights are not set yet. Bias weights can be set using setInput(2, bias_tensor) API call.
[09/29/2020-01:59:31] [V] [TRT] builtin_op_importers.cpp:524: Using kernel: (1, 1), strides: (1, 1), padding: (0, 0), dilations: (1, 1), numOutputs: 256
[09/29/2020-01:59:31] [V] [TRT] builtin_op_importers.cpp:525: Convolution output dimensions: (1, 256, 138, 138)
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:122: Registering layer: Conv_22 for ONNX node: Conv_22
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:97: Registering tensor: 428 for ONNX tensor: 428
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:180: Conv_22 [Conv] outputs: [428 -> (1, 256, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:107: Parsing node: BatchNormalization_23 [BatchNormalization]
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 428
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.1.bn3.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.1.bn3.bias
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.1.bn3.running_mean
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.1.bn3.running_var
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:129: BatchNormalization_23 [BatchNormalization] inputs: [428 -> (1, 256, 138, 138)], [backbone.layers.0.1.bn3.weight -> (256)], [backbone.layers.0.1.bn3.bias -> (256)], [backbone.layers.0.1.bn3.running_mean -> (256)], [backbone.layers.0.1.bn3.running_var -> (256)], 
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:122: Registering layer: BatchNormalization_23 for ONNX node: BatchNormalization_23
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:97: Registering tensor: 429 for ONNX tensor: 429
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:180: BatchNormalization_23 [BatchNormalization] outputs: [429 -> (1, 256, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:107: Parsing node: Add_24 [Add]
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 429
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 421
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:129: Add_24 [Add] inputs: [429 -> (1, 256, 138, 138)], [421 -> (1, 256, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:122: Registering layer: Add_24 for ONNX node: Add_24
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:97: Registering tensor: 430 for ONNX tensor: 430
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:180: Add_24 [Add] outputs: [430 -> (1, 256, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:107: Parsing node: Relu_25 [Relu]
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 430
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:129: Relu_25 [Relu] inputs: [430 -> (1, 256, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:122: Registering layer: Relu_25 for ONNX node: Relu_25
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:97: Registering tensor: 431 for ONNX tensor: 431
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:180: Relu_25 [Relu] outputs: [431 -> (1, 256, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:107: Parsing node: Conv_26 [Conv]
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 431
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.2.conv1.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:129: Conv_26 [Conv] inputs: [431 -> (1, 256, 138, 138)], [backbone.layers.0.2.conv1.weight -> (64, 256, 1, 1)], 
[09/29/2020-01:59:31] [V] [TRT] builtin_op_importers.cpp:442: Convolution input dimensions: (1, 256, 138, 138)
[09/29/2020-01:59:31] [V] [TRT] Bias weights are not set yet. Bias weights can be set using setInput(2, bias_tensor) API call.
[09/29/2020-01:59:31] [V] [TRT] builtin_op_importers.cpp:524: Using kernel: (1, 1), strides: (1, 1), padding: (0, 0), dilations: (1, 1), numOutputs: 64
[09/29/2020-01:59:31] [V] [TRT] builtin_op_importers.cpp:525: Convolution output dimensions: (1, 64, 138, 138)
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:122: Registering layer: Conv_26 for ONNX node: Conv_26
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:97: Registering tensor: 432 for ONNX tensor: 432
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:180: Conv_26 [Conv] outputs: [432 -> (1, 64, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:107: Parsing node: BatchNormalization_27 [BatchNormalization]
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 432
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.2.bn1.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.2.bn1.bias
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.2.bn1.running_mean
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.2.bn1.running_var
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:129: BatchNormalization_27 [BatchNormalization] inputs: [432 -> (1, 64, 138, 138)], [backbone.layers.0.2.bn1.weight -> (64)], [backbone.layers.0.2.bn1.bias -> (64)], [backbone.layers.0.2.bn1.running_mean -> (64)], [backbone.layers.0.2.bn1.running_var -> (64)], 
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:122: Registering layer: BatchNormalization_27 for ONNX node: BatchNormalization_27
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:97: Registering tensor: 433 for ONNX tensor: 433
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:180: BatchNormalization_27 [BatchNormalization] outputs: [433 -> (1, 64, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:107: Parsing node: Relu_28 [Relu]
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 433
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:129: Relu_28 [Relu] inputs: [433 -> (1, 64, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:122: Registering layer: Relu_28 for ONNX node: Relu_28
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:97: Registering tensor: 434 for ONNX tensor: 434
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:180: Relu_28 [Relu] outputs: [434 -> (1, 64, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:107: Parsing node: Conv_29 [Conv]
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 434
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.2.conv2.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:129: Conv_29 [Conv] inputs: [434 -> (1, 64, 138, 138)], [backbone.layers.0.2.conv2.weight -> (64, 64, 3, 3)], 
[09/29/2020-01:59:31] [V] [TRT] builtin_op_importers.cpp:442: Convolution input dimensions: (1, 64, 138, 138)
[09/29/2020-01:59:31] [V] [TRT] Bias weights are not set yet. Bias weights can be set using setInput(2, bias_tensor) API call.
[09/29/2020-01:59:31] [V] [TRT] builtin_op_importers.cpp:524: Using kernel: (3, 3), strides: (1, 1), padding: (1, 1), dilations: (1, 1), numOutputs: 64
[09/29/2020-01:59:31] [V] [TRT] builtin_op_importers.cpp:525: Convolution output dimensions: (1, 64, 138, 138)
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:122: Registering layer: Conv_29 for ONNX node: Conv_29
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:97: Registering tensor: 435 for ONNX tensor: 435
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:180: Conv_29 [Conv] outputs: [435 -> (1, 64, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:107: Parsing node: BatchNormalization_30 [BatchNormalization]
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 435
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.2.bn2.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.2.bn2.bias
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.2.bn2.running_mean
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.2.bn2.running_var
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:129: BatchNormalization_30 [BatchNormalization] inputs: [435 -> (1, 64, 138, 138)], [backbone.layers.0.2.bn2.weight -> (64)], [backbone.layers.0.2.bn2.bias -> (64)], [backbone.layers.0.2.bn2.running_mean -> (64)], [backbone.layers.0.2.bn2.running_var -> (64)], 
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:122: Registering layer: BatchNormalization_30 for ONNX node: BatchNormalization_30
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:97: Registering tensor: 436 for ONNX tensor: 436
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:180: BatchNormalization_30 [BatchNormalization] outputs: [436 -> (1, 64, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:107: Parsing node: Relu_31 [Relu]
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 436
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:129: Relu_31 [Relu] inputs: [436 -> (1, 64, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:122: Registering layer: Relu_31 for ONNX node: Relu_31
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:97: Registering tensor: 437 for ONNX tensor: 437
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:180: Relu_31 [Relu] outputs: [437 -> (1, 64, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:107: Parsing node: Conv_32 [Conv]
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 437
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.2.conv3.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:129: Conv_32 [Conv] inputs: [437 -> (1, 64, 138, 138)], [backbone.layers.0.2.conv3.weight -> (256, 64, 1, 1)], 
[09/29/2020-01:59:31] [V] [TRT] builtin_op_importers.cpp:442: Convolution input dimensions: (1, 64, 138, 138)
[09/29/2020-01:59:31] [V] [TRT] Bias weights are not set yet. Bias weights can be set using setInput(2, bias_tensor) API call.
[09/29/2020-01:59:31] [V] [TRT] builtin_op_importers.cpp:524: Using kernel: (1, 1), strides: (1, 1), padding: (0, 0), dilations: (1, 1), numOutputs: 256
[09/29/2020-01:59:31] [V] [TRT] builtin_op_importers.cpp:525: Convolution output dimensions: (1, 256, 138, 138)
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:122: Registering layer: Conv_32 for ONNX node: Conv_32
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:97: Registering tensor: 438 for ONNX tensor: 438
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:180: Conv_32 [Conv] outputs: [438 -> (1, 256, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:107: Parsing node: BatchNormalization_33 [BatchNormalization]
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 438
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.2.bn3.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.2.bn3.bias
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.2.bn3.running_mean
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.0.2.bn3.running_var
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:129: BatchNormalization_33 [BatchNormalization] inputs: [438 -> (1, 256, 138, 138)], [backbone.layers.0.2.bn3.weight -> (256)], [backbone.layers.0.2.bn3.bias -> (256)], [backbone.layers.0.2.bn3.running_mean -> (256)], [backbone.layers.0.2.bn3.running_var -> (256)], 
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:122: Registering layer: BatchNormalization_33 for ONNX node: BatchNormalization_33
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:97: Registering tensor: 439 for ONNX tensor: 439
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:180: BatchNormalization_33 [BatchNormalization] outputs: [439 -> (1, 256, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:107: Parsing node: Add_34 [Add]
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 439
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 431
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:129: Add_34 [Add] inputs: [439 -> (1, 256, 138, 138)], [431 -> (1, 256, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:122: Registering layer: Add_34 for ONNX node: Add_34
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:97: Registering tensor: 440 for ONNX tensor: 440
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:180: Add_34 [Add] outputs: [440 -> (1, 256, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:107: Parsing node: Relu_35 [Relu]
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 440
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:129: Relu_35 [Relu] inputs: [440 -> (1, 256, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:122: Registering layer: Relu_35 for ONNX node: Relu_35
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:97: Registering tensor: 441 for ONNX tensor: 441
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:180: Relu_35 [Relu] outputs: [441 -> (1, 256, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:107: Parsing node: Conv_36 [Conv]
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 441
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.1.0.conv1.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:129: Conv_36 [Conv] inputs: [441 -> (1, 256, 138, 138)], [backbone.layers.1.0.conv1.weight -> (128, 256, 1, 1)], 
[09/29/2020-01:59:31] [V] [TRT] builtin_op_importers.cpp:442: Convolution input dimensions: (1, 256, 138, 138)
[09/29/2020-01:59:31] [V] [TRT] Bias weights are not set yet. Bias weights can be set using setInput(2, bias_tensor) API call.
[09/29/2020-01:59:31] [V] [TRT] builtin_op_importers.cpp:524: Using kernel: (1, 1), strides: (1, 1), padding: (0, 0), dilations: (1, 1), numOutputs: 128
[09/29/2020-01:59:31] [V] [TRT] builtin_op_importers.cpp:525: Convolution output dimensions: (1, 128, 138, 138)
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:122: Registering layer: Conv_36 for ONNX node: Conv_36
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:97: Registering tensor: 442 for ONNX tensor: 442
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:180: Conv_36 [Conv] outputs: [442 -> (1, 128, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:107: Parsing node: BatchNormalization_37 [BatchNormalization]
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 442
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.1.0.bn1.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.1.0.bn1.bias
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.1.0.bn1.running_mean
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.1.0.bn1.running_var
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:129: BatchNormalization_37 [BatchNormalization] inputs: [442 -> (1, 128, 138, 138)], [backbone.layers.1.0.bn1.weight -> (128)], [backbone.layers.1.0.bn1.bias -> (128)], [backbone.layers.1.0.bn1.running_mean -> (128)], [backbone.layers.1.0.bn1.running_var -> (128)], 
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:122: Registering layer: BatchNormalization_37 for ONNX node: BatchNormalization_37
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:97: Registering tensor: 443 for ONNX tensor: 443
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:180: BatchNormalization_37 [BatchNormalization] outputs: [443 -> (1, 128, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:107: Parsing node: Relu_38 [Relu]
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 443
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:129: Relu_38 [Relu] inputs: [443 -> (1, 128, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:122: Registering layer: Relu_38 for ONNX node: Relu_38
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:97: Registering tensor: 444 for ONNX tensor: 444
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:180: Relu_38 [Relu] outputs: [444 -> (1, 128, 138, 138)], 
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:107: Parsing node: Conv_39 [Conv]
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 444
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.1.0.conv2.conv_offset_mask.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.1.0.conv2.conv_offset_mask.bias
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:129: Conv_39 [Conv] inputs: [444 -> (1, 128, 138, 138)], [backbone.layers.1.0.conv2.conv_offset_mask.weight -> (27, 128, 3, 3)], [backbone.layers.1.0.conv2.conv_offset_mask.bias -> (27)], 
[09/29/2020-01:59:31] [V] [TRT] builtin_op_importers.cpp:442: Convolution input dimensions: (1, 128, 138, 138)
[09/29/2020-01:59:31] [V] [TRT] builtin_op_importers.cpp:524: Using kernel: (3, 3), strides: (2, 2), padding: (1, 1), dilations: (1, 1), numOutputs: 27
[09/29/2020-01:59:31] [V] [TRT] builtin_op_importers.cpp:525: Convolution output dimensions: (1, 27, 69, 69)
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:122: Registering layer: Conv_39 for ONNX node: Conv_39
[09/29/2020-01:59:31] [V] [TRT] ImporterContext.hpp:97: Registering tensor: 445 for ONNX tensor: 445
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:180: Conv_39 [Conv] outputs: [445 -> (1, 27, 69, 69)], 
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:107: Parsing node: Plugin_40 [DCNv2_TRT]
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 444
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: 445
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.1.0.conv2.weight
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:123: Searching for input: backbone.layers.1.0.conv2.bias
[09/29/2020-01:59:31] [V] [TRT] ModelImporter.cpp:129: Plugin_40 [DCNv2_TRT] inputs: [444 -> (1, 128, 138, 138)], [445 -> (1, 27, 69, 69)], [backbone.layers.1.0.conv2.weight -> (128, 128, 3, 3)], [backbone.layers.1.0.conv2.bias -> (128)], 
While parsing node number 40 [DCNv2_TRT -> "446"]:
--- Begin node ---
input: "444"
input: "445"
input: "backbone.layers.1.0.conv2.weight"
input: "backbone.layers.1.0.conv2.bias"
output: "446"
name: "Plugin_40"
op_type: "DCNv2_TRT"
attribute {
  name: "name"
  s: "DCNv2"
  type: STRING
}
attribute {
  name: "dilation"
  ints: 1
  ints: 1
  type: INTS
}
attribute {
  name: "padding"
  ints: 1
  ints: 1
  type: INTS
}
attribute {
  name: "stride"
  ints: 2
  ints: 2
  type: INTS
}
attribute {
  name: "deformable_groups"
  i: 1
  type: INT
}

--- End node ---
ERROR: ModelImporter.cpp:134 In function parseGraph:
[8] No importer registered for op: DCNv2_TRT
[09/29/2020-01:59:31] [E] Failed to parse onnx file
[09/29/2020-01:59:31] [E] Parsing model failed
[09/29/2020-01:59:31] [E] Engine creation failed
[09/29/2020-01:59:31] [E] Engine set up failed
&&&& FAILED TensorRT.trtexec # trtexec --onnx=../y++.onnx --plugins=build/dcn_plugin.so --workspace=2000 --saveEngine=y++.trt --verbose

Also, I will try to use tensorrt7.1

Kyuuki93 commented 4 years ago

I have tried docker image version 20.08:py3, with cuda 11.0, cudnn 8.0.3 and tensorrt 7.1.3, the --verbose log shows that:

[09/30/2020-01:55:55] [I] [TRT] /home/jenkins/workspace/OSS/L0_MergeRequest/oss/parsers/onnx/ModelImporter.cpp:139: No importer registered for op: DCNv2_TRT. Attempting to import as plugin.
[09/30/2020-01:55:55] [I] [TRT] /home/jenkins/workspace/OSS/L0_MergeRequest/oss/parsers/onnx/builtin_op_importers.cpp:3710: Searching for plugin: DCNv2_TRT, plugin_version: 1, plugin_namespace: 
[09/30/2020-01:55:55] [I] [TRT] /home/jenkins/workspace/OSS/L0_MergeRequest/oss/parsers/onnx/builtin_op_importers.cpp:3727: Successfully created plugin: DCNv2_TRT
[09/30/2020-01:55:55] [V] [TRT] /home/jenkins/workspace/OSS/L0_MergeRequest/oss/parsers/onnx/ImporterContext.hpp:141: Registering layer: Plugin_40 for ONNX node: Plugin_40
[09/30/2020-01:55:55] [V] [TRT] /home/jenkins/workspace/OSS/L0_MergeRequest/oss/parsers/onnx/ImporterContext.hpp:116: Registering tensor: 446 for ONNX tensor: 446
[09/30/2020-01:55:55] [V] [TRT] /home/jenkins/workspace/OSS/L0_MergeRequest/oss/parsers/onnx/ModelImporter.cpp:183: Plugin_40 [DCNv2_TRT] outputs: [446 -> (1, 128, 138, 138)],

the plugin can be loaded successfully now.

but compare with torch.onnx.export() with verbose, the outpus of node 446 which is Plugin_40 [DCNv2_TRT] is [1, 128, 69, 69]

  %446 : Float(1, 128, 69, 69) = custom_ops::Plugin[info="{\"dilation\": [1, 1], \"padding\": [1, 1], \"stride\": [2, 2], \"deformable_groups\": 1}", name="DCNv2"](%444, %445, %backbone.layers.1.0.conv2.weight, %backbone.layers.1.0.conv2.bias) # /home/*/yolact/external/DCNv2/dcn_v2.py:171:0

The dcn_v2.py can be found here dcn_v2_onnx.py the line 21 should be 

return g.op("custom_ops::Plugin", ...)

Do you have any idea about this unmatched featuremap?

zengjie617789 commented 2 years ago

Couldn't export operator custom_ops that is beacause of the version of pytorch; After i export the onnx file successfully, it still cannot convert the onnx file to trt file and output the error that [8] No importer registered for op: DCNv2_TRT. But I check the log and I found that the plugin DCNv2_TRT is registered successfully. shows below: [01/11/2022-09:52:27] [V] [TRT] Plugin creator registration succeeded - ::DCNv2_TRT